{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"outdoor_\", \"score\": 0.0078125, \"detail\": {\"landmarks\": []}}, {\"name\": \"outdoor_oceanbeach\", \"score\": 0.62890625, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"Black\", \"dominantColorBackground\": \"Black\", \"dominantColors\": [\"Black\"], \"accentColor\": \"AB5C20\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"water\", \"outdoor\", \"beach\", \"nature\", \"shore\"], \"captions\": [{\"text\": \"a person standing in the water\", \"confidence\": 0.5525253415107727}]}, \"requestId\": \"8b92b7b1-086a-4205-841d-932b253a0256\", \"metadata\": {\"height\": 629, \"width\": 420, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://vision-fyf.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"60ac8dd58f214ef1be459737ae5731d6\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss1.bdstatic.com/70cFvXSh_Q1YnxGkpoWK1HF6hhy/it/u=3923628716,2702507685&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'abstract_', 'score': 0.00390625}, {'name': 'others_', 'score': 0.1171875}, {'name': 'outdoor_', 'score': 0.00390625, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'Brown', 'dominantColorBackground': 'Brown', 'dominantColors': [], 'accentColor': 'B67415', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['outdoor', 'sky', 'grass', 'field', 'abstract', 'silhouette', 'distance'], 'captions': [{'text': 'a man and a child walking in a field', 'confidence': 0.49886152148246765}]}, 'requestId': '7004f84e-a01a-47bd-b172-dc66ba11ffe2', 'metadata': {'height': 820, 'width': 500, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2.分析本地图片\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"E:\\lovely.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"60ac8dd58f214ef1be459737ae5731d6\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3.生成缩略图\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://vision-fyf.cognitiveservices.azure.com/\" + \"vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss1.bdstatic.com/70cFvXSh_Q1YnxGkpoWK1HF6hhy/it/u=3923628716,2702507685&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"60ac8dd58f214ef1be459737ae5731d6\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T11:33:15Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T11:33:15Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T11:33:15Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T11:33:15Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0,\n",
      "                \"width\": 500,\n",
      "                \"height\": 375,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": []\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4.提取文本（读取API）\n",
    "\n",
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = endpoint + \"/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://ss2.bdstatic.com/70cFvnSh_Q1YnxGkpoWK1HF6hhy/it/u=1963661110,1685480926&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"60ac8dd58f214ef1be459737ae5731d6\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5.提取文本（OCR API）\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "ocr_url = endpoint + \"vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss2.bdstatic.com/70cFvnSh_Q1YnxGkpoWK1HF6hhy/it/u=1963661110,1685480926&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"60ac8dd58f214ef1be459737ae5731d6\"}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Santiago Bernabéu Stadium', 'confidence': 0.9984481334686279}]}, 'requestId': 'e47bc04a-8958-4d74-94d6-b7302c6c2665', 'metadata': {'height': 300, 'width': 533, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = 'https://cvhzx.cognitiveservices.azure.com/' + \"vision/v3.1/models/landmarks/analyze\"\n",
    "subscription_key='7388368827d942c5b517d8c6218ef191'\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFuHSh_Q1YnxGkpoWK1HF6hhy/it/u=1258591994,4247212128&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Kobe Bryant', 'confidence': 0.9890555143356323, 'faceRectangle': {'left': 133, 'top': 20, 'width': 40, 'height': 40}}]}, 'requestId': '71f9dae2-bcdd-4e1a-b3a8-e633db41215e', 'metadata': {'height': 300, 'width': 323, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6.2 名人\n",
    "\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"60ac8dd58f214ef1be459737ae5731d6\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://vision-fyf.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=2811920014,2212896174&fm=26&gp=0.jpg\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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